The realtor, bless her heart, kept talking. Something about “historical charm” and “unique provenance.” But the words were just noise to Eleanor. The police tape, the pictures of the crime scene – the whole damn file – were sitting on her kitchen table. She’d found it tucked inside a dusty drawer, a relic of the house’s past. Her gut clenched. "It's all in the past," she said, cutting off the realtor mid-sentence.

The agent, unfazed, launched into a spiel about the "fantastic investment opportunity." Eleanor crossed her arms. This wasn't about money. It was about *her* space, *her* life. And the idea of ghosts, or bad vibes, or whatever the hell you called it, clinging to her freshly painted walls? Unacceptable. She'd bought the house to get away from things, to start fresh.

"I need to think," Eleanor finally said, her voice tight. The realtor’s smile faltered. As soon as the woman was gone, Eleanor marched to the table. She opened the file again, the grainy photos staring back. She slammed it shut. Then, without a second thought, she locked it back in the drawer. The past stayed buried.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391